Dynamic toolset

The dynamic toolset is the default low-token mode for GitLab MCP Server. It keeps the complete GitLab action catalog available, but shows your AI client only two public tools:

Tool	What it does
`gitlab_find_action`	Finds the right GitLab action and returns exact parameters, examples, and safety metadata
`gitlab_execute_action`	Executes the selected action after validating the action ID and parameters

Dynamic find/execute is the default tool surface. Meta-tools remain available with GITLAB_MCP_TOOL_SURFACE=meta for clients that prefer consolidated domain dispatchers.

Why does dynamic mode exist?

Dynamic mode exists to keep the model’s tool context small while still reaching every GitLab operation. Large MCP servers can spend a lot of context on tool discovery before the user asks anything: GitLab MCP Server can expose up to 1,094 individual operations on GitLab.com Ultimate with Orbit, and the optional meta-tool catalog advertises 34 to 52 tools.

Dynamic mode exposes that catalog through find and execute tools instead. The model discovers only what it needs for the current task. What each surface lists in tools/list depends on the tier the instance is served at:

Surface	Free/CE	Premium (self-managed)	Ultimate (self-managed)	GitLab.com Ultimate with Orbit
`dynamic` (default)	2	2	2	2
`meta`	34	40	51	52
`individual`	868	1,022	1,088	1,094

The two dynamic tools reach the same catalog the meta-tools dispatch to: dynamic mode changes how an action is discovered, not what it does.

This usually adds one discovery call per task, but it keeps the initial MCP tool context very small. The catalog is shared with meta-tools, so dynamic mode reuses the same schemas, destructive-action classification, read-only filtering, safe-mode previews, token-scope filtering, and result formatting.

How much startup context does dynamic mode save?

Dynamic mode costs 1,624 tokens of tool schema at startup, against 703,544 tokens for the individual surface on a GitLab Ultimate instance — a 433× reduction, because the client receives 2 tool definitions instead of 1,088.

Surface	Tier	Visible tools	Tool schema tokens	Reduction
`dynamic` (default)	Any	2	1,624	baseline
`individual`	Free/CE	868	550,913	339×
`individual`	Premium	1,022	663,389	408×
`individual`	Ultimate	1,088	703,544	433×

What a client loads at startup is those tool schemas plus the MCP resources and prompts, and GITLAB_MCP_CAPABILITY_SURFACE decides how many of those there are. On the default surface the total is the same on every tier, while what the two tools reach grows with it: 872 actions on Free/CE, 1,026 on Premium and 1,092 on Ultimate.

Configuration (`GITLAB_MCP_TOOL_SURFACE` / `GITLAB_MCP_CAPABILITY_SURFACE`)	Tool schema tokens	Resources and prompts	Total at startup
`dynamic` / `full` (default)	1,624	9,498	11,122
`dynamic` / `minimal`	1,624	170	1,794

Methodology. Counts use the cl100k_base tokenizer (the GPT-4 / GPT-3.5 encoding) via tiktoken-go, measured against the v3.1.0 source tree with the catalog built in memory and no network calls. “Tool schema tokens” covers the whole of each visible tool definition tools/list serves (name, title, description, input and output schemas, annotations), icons excluded, which is what a model pays for on every tools/list. The icons field is excluded: it holds base64 SVG data URIs for client user interfaces, and no client places one in a model’s context. MCP resources and prompts add a further 9,498 tokens under GITLAB_MCP_CAPABILITY_SURFACE=full, or 170 under minimal, in every surface alike. These figures are regenerated by make gen-footprint; the full tier × surface × schema-mode matrix is in the token footprint reference.

How do I enable dynamic mode?

Enable dynamic mode by setting GITLAB_MCP_TOOL_SURFACE=dynamic (stdio) or --tool-surface=dynamic (HTTP). Dynamic mode is also the surface used when GITLAB_MCP_TOOL_SURFACE is unset, so most deployments get it by default. GITLAB_MCP_TOOL_SURFACE is the only selector: the META_TOOLS switch it replaced was removed in 3.0.0.

Stdio clients

Add GITLAB_MCP_TOOL_SURFACE=dynamic to your server environment:

{
  "servers": {
    "gitlab": {
      "type": "stdio",
      "command": "/path/to/gitlab-mcp-server",
      "env": {
        "GITLAB_TOKEN": "glpat-xxxxxxxxxxxxxxxxxxxx",
        "GITLAB_MCP_TOOL_SURFACE": "dynamic"
      }
    }
  }
}

HTTP deployments

gitlab-mcp-server --http \
  --gitlab-url=https://gitlab.com \
  --tool-surface=dynamic

For the smallest startup context, also use the minimal capability surface:

gitlab-mcp-server --http \
  --gitlab-url=https://gitlab.com \
  --tool-surface=dynamic \
  --capability-surface=minimal

GITLAB_MCP_CAPABILITY_SURFACE=minimal keeps the tool manifest resources (gitlab://tools and gitlab://tools/{id}), and omits optional resources, prompts, and workflow guides. Dynamic still has schema discovery because gitlab_find_action returns exact action schemas inline. GITLAB_MCP_META_PARAM_SCHEMA only affects meta-tool dispatcher schemas, so leave it at the default opaque for dynamic deployments.

How should the model use dynamic mode?

The model should follow a simple rhythm: find, then execute. Dynamic mode works best when the assistant first finds an action and its exact schema, then executes the canonical domain.action ID it received.

Each dynamic tool returns a normal MCP tool result: Markdown in content, JSON data in structuredContent, and isError on the result envelope when the server returns repair guidance. gitlab_execute_action does not use a special GitLab path. It dispatches to the same underlying action handler used by meta-tools, so schemas, policy checks, safe-mode previews, destructive classification, and result formatting stay consistent.

What does each call return?

Each call returns a distinct payload: gitlab_find_action returns ranked candidate actions with their exact schemas, while gitlab_execute_action returns the backing handler’s actual response. Find is deliberately cheap compared with advertising every GitLab operation in tools/list — the model pays for detailed schemas only when it needs a specific action.

Call	What the assistant receives	How the assistant should use it
`gitlab_find_action`	Ranked canonical action IDs with exact `input_schema`, backing meta-tool, domain, action, schema URI, destructive flag, required params, usage hints, examples, optional explanations, and score	Pick the best `domain.action` candidate and build `params` from the schema
`gitlab_execute_action`	The existing action response from the backing handler, usually Markdown plus structured JSON	Use the returned data to answer the user, or repair from `isError: true` feedback

What an executed action returns, the Markdown and the JSON alike, is described field by field in Output Format.

What find returns

gitlab_find_action takes a query, an optional limit and an optional explain. limit defaults to 20 and is capped at 50. It decides how many ranked actions come back, not how much of the catalog is searched: every search scores the whole catalog the session can reach. The confidence check reads only what comes back, though: low_confidence compares the top score with the next result returned, so under limit: 1 only the score floor applies, and the fuzzy recovery a low-confidence top result sets off can run or not depending on limit.

Its structuredContent carries the query it searched, the count of results it returned and the results, best first. Trimmed for space, one result looks like this:

{
  "query": "merge request list open authored by me project",
  "count": 1,
  "results": [
    {
      "id": "merge_request.list",
      "tool": "gitlab_merge_request",
      "domain": "merge_request",
      "action": "list",
      "schema_uri": "gitlab://tools/merge_request.list",
      "destructive": false,
      "required_params": ["project_id"],
      "input_schema": {
        "type": "object",
        "required": ["project_id"],
        "properties": {
          "project_id": { "type": ["string", "integer"] },
          "state": { "type": "string" },
          "scope": { "type": "string" }
        }
      },
      "example": {
        "tool": "gitlab_execute_action",
        "arguments": {
          "action": "merge_request.list",
          "params": { "project_id": "group/project" }
        }
      },
      "score": 275
    }
  ]
}

Field	What it holds
`id`	The canonical action ID to pass to `gitlab_execute_action`
`tool`, `domain`, `action`	The backing meta-tool, the catalog domain, and the action’s name inside it
`schema_uri`	The `gitlab://tools/{id}` resource that serves the same schema
`destructive`	Whether the action is destructive, so that execute asks for `confirm: true` unless `GITLAB_MCP_YOLO_MODE` (or `AUTOPILOT`) skips that step
`required_params`	The names of the required parameters, which go inside `params`. Where the schema offers alternatives (`anyOf` or `oneOf`), the names every alternative requires are merged into this one list, so it can name more than a call needs (#1175)
`input_schema`	The exact JSON Schema of `params`; `confirm` is left out of it, since it goes at the top level of the execute call. A destructive action’s schema adds `x_confirmation`, which names that place and says to set `confirm` only after the user approves, or, when `GITLAB_MCP_YOLO_MODE` skips the confirmation, that execute runs the action without it. `gitlab://tools/{id}` serves the same marker
`output_schema`	A best-effort JSON Schema of the result, when one is known
`example`	A ready `gitlab_execute_action` call: its `tool` and `arguments`, with a placeholder for each name in `required_params` and `confirm: true` when destructive. Where alternatives were merged, the example fills all of them and may not pass the schema it came with
`score`	The lexical relevance score
`usage`, `parameter_guidance`, `related_actions`	A note that tells commonly confused actions apart, binding guidance for commonly confused parameters, and curated nearby actions, when they exist
`low_confidence`, `ambiguous_with`	Set on the top result when it falls below the confidence threshold, and on results that share an ambiguous alias the query used
`explanation`	The scoring reasons, only with `explain: true`

In content, the same answer is a Markdown card headed GitLab Catalog: N matching actions that repeats the query and lists the results in a table with the columns Action ID, Score, Destructive and Required Params. A Guidance column joins them when any result carries a usage note, parameter guidance or a destructive flag, and a Why column when explain is true. The card ends with the next steps: execute the chosen row now, a warning when the top result is low confidence or the alias was ambiguous, and how an execute call is shaped. A query that matched nothing gets no table: the card suggests six search terms instead, the nearby catalog tokens first and then common areas (project, issue, merge request, pipeline, branch, user) to make up the six, and those suggestions appear only in the Markdown.

The aggregate gitlab://tools manifest types the requirements and keeps the alternatives apart, where find’s required_params keep bare names and merge the alternatives. Each manifest entry’s required_params is a list of name and type pairs such as {"name": "merge_request_iid", "type": "integer"} and holds only what every call needs; a parameter that takes several types joins them in schema order, as "string|integer" for a project ID; and required_params_any_of lists the alternative groups, of which a call must satisfy at least one. security_attribute.update shows the difference: find lists attribute_id, name, description and color as required, where the manifest requires attribute_id and puts each of the other three in a group of its own, so a call needs only one of them. An entry without a type means the schema states no single plain type for that parameter, such as the value of admin.feature_set, which takes a boolean, a string or an integer: read it as any type and consult gitlab://tools/{id} for the full schema.

What execute accepts

gitlab_execute_action takes the canonical action ID, a params object and, for a destructive action, a top-level confirm. params is required: send params: {} for an action that takes no parameters.

Before it dispatches, execute repairs the slips a model most often makes:

It resolves an unambiguous alias to its canonical action. An alias several actions share is refused with the canonical IDs to choose from.
It renames common parameter aliases to the names the selected action’s schema uses, such as mr_iid to merge_request_iid, key_id to deploy_key_id and search to query, and only when the schema takes the canonical name and not the alias.
It applies a few conversions scoped to one action. issue.close and issue.reopen run issue.update with the matching state_event. pipeline.schedule_create and pipeline.schedule_update take a name as the schedule’s description. A single file_name and content sent to snippet.project_create become one files entry. Access level names such as developer become GitLab’s numeric levels on actions such as project.member_add and branch.protect. A name sent to feature_flags.ff_user_list_list, which lists every user list of a project, is dropped.
It moves a top-level confirm: true into the action’s params, where the backing handler reads it.

Then it checks params against the action’s schema. An unknown parameter, including an unsupported security-sensitive one such as masked or protected on a pipeline schedule variable, is rejected before dispatch rather than silently removed. The error is repairable: it names the unknown parameters, with a Did you mean ...? when a valid name is close, the required parameters that are missing, and every parameter the action takes.

gitlab_execute_action/<action>: invalid params. Unknown params: ... Did you mean ...? Missing required params: ... Valid params: ...

A call that passes this check and still carries a value the action cannot take is answered by the backing handler, with the same validation error it returns on the meta surface.

When an action is withheld from the session

An action the catalog holds but this session may not run is never answered as unknown, since a model told “unknown action” concludes that the server lacks the capability. Execute names the cause instead:

The credential’s scopes. A read_api token is served the reads only, and the administration groups need admin_mode. A call to an action the scopes withheld is answered with the message below. The way out it names is the api scope; for an administration action, admin_mode is the scope the credential lacks.
```
gitlab_execute_action: action "issue.create" exists but is not available to this session: the credential in use does not carry a GitLab scope that covers it, so a narrowed action surface was built for it. Reauthorize with the api scope to use it; do not report the capability as missing.
```

The operator. A write that read-only mode removed (GITLAB_MCP_READ_ONLY=true or --read-only) is answered:

gitlab_execute_action: action "issue.create" exists but is not available: this deployment is configured to withhold it, so a narrowed action surface was built. Ask the operator to enable it; do not report the capability as missing.

A fine-grained token. Execute answers right after it resolves the action, before it checks the parameters or asks for confirmation, with the permission GitLab declares or the reason no fine-grained token reaches the action. Reading a withheld answer quotes both texts.

An action removed by name with GITLAB_MCP_EXCLUDE_TOOLS (--exclude-tools) is never reported this way: the operator asked for it not to exist, so execute answers it as unknown. So is an action above the instance’s tier, which is not in the catalog at all.

Find follows the same split. A scope or read-only narrowing removes the actions from the catalog find searches. A fine-grained session searches the whole catalog and has the actions its grant does not list left out of its results before limit is applied, so the next best match takes their place, while execute still resolves them: it refuses with the reason an action the grant does not let through, and hands the rest to GitLab, which may serve one on a public project or group. A related_actions link to a withheld action is kept, since following it explains the narrowing; a link to an action above the tier or excluded by name is dropped.

How does search find actions?

gitlab_find_action is more than a substring search. It indexes canonical IDs, split ID words, backing meta-tool names, domains, action names, aliases, tags, required params, optional params, schema property names, schema enum values, compact schema descriptions, and internal backend metadata.

The ranking pipeline:

Normalizes the query by lower-casing it and splitting spaces, dots, underscores, and hyphens.
Removes common stopwords such as the, to, with, and please.
Expands synonyms such as mr → merge request, secret → CI variable/token, show → get, and remove → delete. Backend words such as github pr or jira ticket normalize to GitLab merge-request or issue concepts without exposing non-GitLab action IDs.
Scores exact canonical IDs first, then aliases, tags, domain/action names, required params, schema enum values, schema fields, and broader metadata matches.
Runs fuzzy typo recovery only when lexical search returns no matches or only low-confidence matches.
Searches a query of five or more terms again in overlapping three- to six-term windows, so a multi-intent prompt such as discover project from remote url merge request list current user open authored surfaces both the project discovery and the merge request listing candidates.

Fuzzy recovery is bounded on purpose: it uses a bounded Levenshtein distance that allows up to two edit mistakes for tokens of at least three characters, and suppresses weak typo matches for destructive actions. That helps with prompts like merje requesy list, while short terms such as mr still rely on aliases and synonyms instead of loose typo matching.

An alias that several actions share is reported with its canonical alternatives: each result it matches carries them in ambiguous_with, and execute refuses the alias until the caller names one canonical domain.action ID.

Find accepts explain: true when the assistant needs deterministic scoring reasons. The default response stays compact. Enabling explain does not change ranking; it only adds reasoning metadata. No-match searches return a small suggestions list, and curated workflows may return related_actions, such as release.get alongside tag.get.

Some useful limits are fixed inside the server rather than configured by operators:

Behavior	Current value
Query length	At most 256 characters, published as the `maxLength` of the `query` parameter. A longer query is refused, never truncated
Results returned by find	Defaults to 20 and is capped at 50
High-confidence result	Score at least 80 and at least 15 points ahead of the next result returned; with `limit: 1`, the floor alone
Required query terms	A query of one or two meaningful terms must match all of them; a longer one may leave one unmatched, and one of four or more may leave two when it matches a multi-word tag
Long prompt handling	A query of five or more terms is also searched in overlapping three- to six-term windows, so one prompt can surface several actions
Fuzzy typo recovery	Maximum two edits, only for terms with at least three characters
Destructive fuzzy protection	A typo match to a destructive action is kept only when the query holds an exact destructive verb (`delete`, `destroy`, `remove`, `revoke`, `purge`) and a term naming the action’s domain, action or tag
No-match suggestions	Six suggestions: the nearby catalog tokens first, then common areas such as project, issue, merge request, pipeline, branch and user to make up the six

Those numbers are internal tuning constants. They are not environment variables. They exist to keep discovery predictable while still recovering from common model wording and typos, and the query cap keeps the cost of one search bounded.

Find only ever offers actions this server instance can route. The catalog is built for the tier the instance is served at, with the groups only GitLab.com serves, such as Orbit, added only on GitLab.com. It is then narrowed by the actions the operator excluded, the token’s scopes and read-only mode. Safe mode removes nothing: it keeps every action and turns each write into a preview.

Example

First, find the action:

{
  "tool": "gitlab_find_action",
  "arguments": {
    "query": "merge request list open authored by me project",
    "limit": 5
  }
}

Then execute it:

{
  "tool": "gitlab_execute_action",
  "arguments": {
    "action": "merge_request.list",
    "params": {
      "project_id": "my-group/my-project",
      "state": "opened",
      "scope": "created_by_me",
      "per_page": 20
    }
  }
}

The assistant should execute the canonical action ID returned by find. Aliases are useful for discovery, but canonical IDs are the stable execution contract.

How does dynamic mode recover from errors?

Dynamic mode is built to be repairable. If a call returns isError: true, the assistant should treat the message as feedback and retry the correct step rather than giving up. Each failure maps to a specific recovery action.

Failure	Server response	Recovery
Find query is empty	Error result with example query terms	Retry find with a domain, resource, verb, and useful filters
Find query over 256 characters	Error result naming the query’s length and the limit	Search for one thing at a time and call find again for the next
Action ID is unknown	Error result, often with `Did you mean ...?` canonical IDs	Find again or use one of the suggested canonical IDs
Action withheld from this session	Error result: `action "..." exists but ...` and the cause	Do not report the capability as missing; tell the user the way out the result names
Ambiguous alias	Error result listing the canonical IDs the alias could mean	Pick one listed `domain.action` ID from find output
Params are rejected	Error result naming the unknown, missing and valid params, or the handler’s validation error	Find the action and rebuild `params` from `input_schema`
Destructive action is blocked	Error result saying the action is destructive and needs `confirm=true`	Ask the user for explicit approval, then retry with top-level `confirm: true` only if approved

Are destructive actions still protected?

Yes. Dynamic mode shares the destructive classification of the canonical catalog with meta-tools, and gitlab_execute_action enforces it on every call: an action classified destructive is refused unless the call carries confirm: true or the operator set GITLAB_MCP_YOLO_MODE (or AUTOPILOT, while that is unset) to a truthy value. Execute never asks the client through elicitation, so on the default surface those are the only two ways a destructive action runs, and they are the same two that skip the question on the meta and individual surfaces. A set GITLAB_MCP_YOLO_MODE decides alone, so GITLAB_MCP_YOLO_MODE=false overrides an inherited AUTOPILOT=true.

Read-only and safe mode act before that step. In read-only mode a write is not in the catalog, and execute answers it as withheld. In safe mode a write returns a preview of what it would do, without asking for confirmation and without changing anything.

{
  "tool": "gitlab_execute_action",
  "arguments": {
    "action": "project.delete",
    "params": {
      "project_id": "my-group/my-project"
    }
  }
}

Without confirmation, and with neither setting on, the server returns an error result instead of deleting the project. To run the action intentionally, pass confirm: true at the top level of the gitlab_execute_action arguments:

{
  "tool": "gitlab_execute_action",
  "arguments": {
    "action": "project.delete",
    "confirm": true,
    "params": {
      "project_id": "my-group/my-project"
    }
  }
}

Parameters are checked before the confirmation, as What execute accepts describes, so a destructive call with a wrong parameter is refused for the parameter first, whether or not it carries confirm: true.

For safer deployments:

Set GITLAB_MCP_READ_ONLY=true to remove mutating actions from the catalog.
Set GITLAB_MCP_SAFE_MODE=true to return previews for mutating actions instead of executing them.
Keep GITLAB_MCP_YOLO_MODE=false and AUTOPILOT=false unless the deployment is fully trusted. With GITLAB_MCP_YOLO_MODE truthy, or unset and AUTOPILOT truthy, every action classified destructive runs without confirm: true, and so do the two calls whose arguments decide: an issue.work_item_update that empties a work item’s assignees or CRM contacts, and a project.pull_mirror_configure that would make a pull mirror overwrite diverged branches. Otherwise a destructive action is refused until the call carries confirm: true, and those two ask through elicitation or, when the client cannot be asked, refuse until the call is sent again with confirm: true.

Dynamic vs meta-tools

Dynamic mode and meta-tools share one catalog, one destructive classification and the same read-only and safe-mode handling; they differ in how operations are surfaced to the model and in how a destructive action is confirmed. Dynamic mode shows two discovery/execution tools and resolves actions on demand, while meta-tools show a fixed list of domain dispatchers.

Question	Meta-tools	Dynamic toolset
What is visible in `tools/list`?	34 to 52 tools	2 public discovery/execution tools
How does the model choose?	Pick a domain tool and action	Find an action with schema, then execute it
Where are schemas found?	The `action` enum in the tool schema, `gitlab://tools/{id}`, or each action’s schema with `GITLAB_MCP_META_PARAM_SCHEMA=compact` or `full`	`gitlab_find_action` returns them inline, or `gitlab://tools/{id}`
Destructive confirmation	`confirm: true` in `params` or an elicitation prompt; `GITLAB_MCP_YOLO_MODE` and `AUTOPILOT` skip it	Top-level `confirm: true` on every destructive call; `GITLAB_MCP_YOLO_MODE` and `AUTOPILOT` skip it
With the minimal capability surface	Keeps `gitlab://tools` and omits optional prompts and data resources	Keeps schema discovery through find
Typical failure	A wrong domain or action choice	Skipping find, or a wrong action ID
Best current use	Explicit compatibility mode	Default low-token action discovery
Rollback	Set `GITLAB_MCP_TOOL_SURFACE=meta`	Default path

Troubleshooting

Symptom	What to do
You only see two tools	That is expected in dynamic mode. Ask the assistant to find actions before execution
Find returns broad results	Include domain, resource, action, and filters, for example `merge request list open authored by me`
Execute says the action is unknown	Find again and execute the canonical `domain.action` ID from the result. An action above the instance’s tier, or one the operator removed with `--exclude-tools`, is answered as unknown too, since it does not exist for this deployment
Execute says the action exists but is not available	The credential or the deployment withholds it: follow the way out the answer names, which is another scope, the operator, or a fine-grained grant that covers it
Find never returns an action you expect	On a fine-grained token, find leaves out what the grant does not reach: read `gitlab://tools/{id}` for that action, whose `withheld` block says why. Otherwise execute it by its canonical ID, and a withheld action answers with its cause
Execute rejects parameters	Find the action and retry with the exact field names and types the error and `input_schema` give
A destructive action returns an error	Without `confirm: true` it is refused: add top-level `confirm: true` only after the user approves the operation. An answer that it exists but is not available means read-only mode or the token’s scopes removed it
A write returns a preview and changes nothing	Safe mode is on (`GITLAB_MCP_SAFE_MODE=true`); the operator decides whether writes run
Resources and prompts still use context	Add `GITLAB_MCP_CAPABILITY_SURFACE=minimal` or `--capability-surface=minimal`
Find ranks the wrong action first	Name the resource and the verb, call find with `explain: true` to see why each result scored, and read each result’s `usage` note. When the top result is marked `low_confidence`, pick the intended row rather than the first. A phrasing that keeps missing is worth reporting as an issue

Frequently asked questions

What is the difference between gitlab_find_action and gitlab_execute_action?

gitlab_find_action and gitlab_execute_action are the two public tools of dynamic mode, and they play distinct roles. gitlab_find_action searches the canonical action catalog and returns ranked candidate actions with their exact input_schema, backing meta-tool, destructive flag, required params, usage hints, and examples — the assistant uses it to pick the best domain.action ID and build parameters. gitlab_execute_action then runs that action after validating the action ID and parameters, returning the backing handler's real response as Markdown plus structured JSON. The recommended rhythm is find, then execute: discover the schema first, then dispatch the canonical action ID.

Why does dynamic mode show only two tools?

Showing only two tools is intentional and expected in dynamic mode. Large MCP servers can spend a lot of context on tool discovery before the user asks anything; GitLab MCP Server can expose up to 1,094 individual operations on GitLab.com Ultimate with Orbit. Dynamic mode exposes that whole catalog through gitlab_find_action and gitlab_execute_action, so the initial tools/list stays tiny and the model's context budget is free for the conversation. The trade-off is one discovery call per task: the assistant should find an action before executing it.

Are destructive actions still protected in dynamic mode?

Yes. Dynamic mode shares the canonical action catalog with meta-tools, so an action is classified destructive the same way on both. gitlab_execute_action refuses every destructive action unless the call carries confirm: true or the operator set GITLAB_MCP_YOLO_MODE (or AUTOPILOT), which skip that step on every surface. Without confirmation, the server returns an error result instead of performing the action; to run it intentionally, pass confirm: true at the top level of the gitlab_execute_action arguments. Dynamic execution also validates parameters before dispatch and rejects unknown fields with repair guidance. For safer deployments, use GITLAB_MCP_READ_ONLY=true or GITLAB_MCP_SAFE_MODE=true.

How do I make dynamic mode use even less startup context?

To minimize startup context, combine dynamic mode with the minimal capability surface by adding GITLAB_MCP_CAPABILITY_SURFACE=minimal (or --capability-surface=minimal in HTTP mode). Minimal keeps the tool manifest resources gitlab://tools and gitlab://tools/{id} and omits optional resources, prompts, and workflow guides. Dynamic mode still has full schema discovery because gitlab_find_action returns exact action schemas inline. Leave GITLAB_MCP_META_PARAM_SCHEMA at its default opaque, since it only affects meta-tool dispatcher schemas and has no effect on dynamic deployments.

What is the dynamic toolset in GitLab MCP Server?

The dynamic toolset is the default low-token mode of GitLab MCP Server. It keeps the complete GitLab action catalog available while exposing only two public tools to the AI client: gitlab_find_action finds the right GitLab action and returns its exact parameters, examples, and safety metadata, and gitlab_execute_action runs the selected action after validating the action ID and parameters. The model discovers only the schemas it needs for the current task, which keeps the initial MCP tool context very small. Dynamic mode is active when GITLAB_MCP_TOOL_SURFACE is unset; set GITLAB_MCP_TOOL_SURFACE=meta to use consolidated domain meta-tools instead.

How does gitlab_find_action rank results?

gitlab_find_action is more than a substring search. It normalizes the query, removes common stopwords, expands synonyms such as mr to merge request and show to get, then scores exact canonical IDs first, followed by aliases, tags, domain and action names, required params, schema enum values, schema fields, and broader metadata. Fuzzy typo recovery runs only when lexical search returns no or low-confidence matches, allowing up to two edits for terms of at least three characters. Find returns up to 20 results (capped at 50), and treats a result as high-confidence when it scores at least 80 and leads the next result returned by at least 15 points (with limit: 1 only the floor of 80 applies).