Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
An MCP server that enables dynamic, reflective problem-solving by structuring thought processes and automatically logging each session to Recall. Sequential Thinking MCP Server An MCP server implementation that provides a tool for dynamic and reflective problem-solving through a structured thinking process which automatically writes sequential thinking logs to Recall associated with each thought session. Features The Sequential Thinking MCP provides the following capabilities: - **Step-by-Step Problem Solving** - Break down complex problems into manageable ste Published capability contract available. No trust telemetry is available yet. 18 GitHub stars reported by the source. Last updated 2/24/2026.
Freshness
Last checked 2/22/2026
Best For
Contract is available with explicit auth and schema references.
Not Ideal For
sequential-thinking-recall is not ideal for teams that need stronger public trust telemetry, lower setup complexity, or more explicit contract coverage before production rollout.
Evidence Sources Checked
editorial-content, capability-contract, runtime-metrics, public facts pack
An MCP server that enables dynamic, reflective problem-solving by structuring thought processes and automatically logging each session to Recall. Sequential Thinking MCP Server An MCP server implementation that provides a tool for dynamic and reflective problem-solving through a structured thinking process which automatically writes sequential thinking logs to Recall associated with each thought session. Features The Sequential Thinking MCP provides the following capabilities: - **Step-by-Step Problem Solving** - Break down complex problems into manageable ste
Public facts
7
Change events
1
Artifacts
0
Freshness
Feb 22, 2026
Published capability contract available. No trust telemetry is available yet. 18 GitHub stars reported by the source. Last updated 2/24/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 22, 2026
Vendor
Recallnet
Artifacts
0
Benchmarks
0
Last release
0.1.0
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Published capability contract available. No trust telemetry is available yet. 18 GitHub stars reported by the source. Last updated 2/24/2026.
Setup snapshot
git clone https://github.com/recallnet/sequential-thinking-recall.gitSetup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor
Recallnet
Protocol compatibility
MCP
Auth modes
mcp, api_key
Machine-readable schemas
OpenAPI or schema references published
Adoption signal
18 GitHub stars
Handshake status
UNKNOWN
Crawlable docs
6 indexed pages on the official domain
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
6
Snippets
0
Languages
typescript
bash
npm install
text
RECALL_PRIVATE_KEY=your_private_key_here
RECALL_NETWORK=testnet
RECALL_BUCKET_ALIAS=sequential-thinking-logs
RECALL_LOG_PREFIX=sequential-bash
chmod 600 .env
bash
npm run build npm run start
bash
npm run dev
json
{
"mcpServers": {
"sequential-thinking-mcp": {
"command": "node",
"args": [
"/Users/yourusername/sequential-thinking-recall/dist/index.js"
],
"env": {
"RECALL_PRIVATE_KEY": "your-private-key-here",
"RECALL_NETWORK": "testnet",
"RECALL_BUCKET_ALIAS": "sequential-thinking-logs",
"RECALL_LOG_PREFIX": "sequential-"
}
}
}
}Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
An MCP server that enables dynamic, reflective problem-solving by structuring thought processes and automatically logging each session to Recall. Sequential Thinking MCP Server An MCP server implementation that provides a tool for dynamic and reflective problem-solving through a structured thinking process which automatically writes sequential thinking logs to Recall associated with each thought session. Features The Sequential Thinking MCP provides the following capabilities: - **Step-by-Step Problem Solving** - Break down complex problems into manageable ste
An MCP server implementation that provides a tool for dynamic and reflective problem-solving through a structured thinking process which automatically writes sequential thinking logs to Recall associated with each thought session.
The Sequential Thinking MCP provides the following capabilities:
Step-by-Step Problem Solving
Hypothesis Management
Recall Integration
IMPORTANT: PRIVATE KEY PROTECTION
This MCP server requires a private key for Recall operations. To protect this sensitive information:
cat .env)chmod 600 .envThis server implements several layers of security to keep your private key safe:
[REDACTED]This MCP server includes integration with Recall, allowing you to store sequential thinking logs securely on-chain. All thinking steps for each query are automatically saved to your Recall bucket.
To use the Recall integration, you need to provide the following environment variables:
RECALL_PRIVATE_KEY (required): Your Recall private keyRECALL_NETWORK (optional): The network to connect to (testnet or mainnet, defaults to testnet)RECALL_BUCKET_ALIAS (optional): The alias for the bucket where logs will be stored (defaults to 'sequential-thinking-logs')RECALL_LOG_PREFIX (optional): The prefix for log files stored in the bucket (defaults to 'sequential-')Each thought is stored individually with its metadata, and complete thinking sessions are stored when finished. This allows you to:
The Sequential Thinking MCP server uses the following order of precedence for environment variables:
Clone the repository
Install dependencies:
npm install
Choose one of these configuration methods:
The recommended approach is to provide environment variables directly in your Cursor or Claude Desktop configuration. This is more secure and eliminates the need for a .env file.
If you prefer to use a .env file, or are running the server directly without Cursor/Claude, you can create one:
Create a .env file with your private key:
RECALL_PRIVATE_KEY=your_private_key_here
RECALL_NETWORK=testnet
RECALL_BUCKET_ALIAS=sequential-thinking-logs
RECALL_LOG_PREFIX=sequential-
Secure your .env file:
chmod 600 .env
Note: The private key can be provided with or without the "0x" prefix - both formats work.
The server exposes the following MCP tools:
| Tool Name | Description | Parameters |
|-----------|-------------|------------|
| sequentialthinking | Process step-by-step thinking and store in Recall | thought: String, nextThoughtNeeded: Boolean, thoughtNumber: Integer, totalThoughts: Integer, plus optional parameters |
| recallstatus | Get the status of the Recall integration | check: Boolean |
| listsessions | List all sequential thinking sessions | includePortalLinks?: Boolean |
| getsession | Get a specific thinking session | key: String |
Facilitates a detailed, step-by-step thinking process for problem-solving and analysis.
Inputs:
thought (string): The current thinking stepnextThoughtNeeded (boolean): Whether another thought step is neededthoughtNumber (integer): Current thought numbertotalThoughts (integer): Estimated total thoughts neededisRevision (boolean, optional): Whether this revises previous thinkingrevisesThought (integer, optional): Which thought is being reconsideredbranchFromThought (integer, optional): Branching point thought numberbranchId (string, optional): Branch identifierneedsMoreThoughts (boolean, optional): If more thoughts are neededOutput:
When the final thought is submitted (nextThoughtNeeded = false), the tool returns:
recallInfo with:
txHash: The transaction hash on the Recall networksuccess: Whether storage was successfulkey: The session file nameviewUrl: A direct link to view the session in the Recall portalGet the status of the Recall integration.
Inputs:
check (boolean): Set to true to check the statusOutput:
List all sequential thinking session objects stored in your Recall bucket.
Inputs:
includePortalLinks (boolean, optional): Whether to include portal links for each sessionOutput:
Retrieve the contents of a specific sequential thinking session file.
Inputs:
key (string): The key/filename of the session to retrieveOutput:
The Sequential Thinking tool is designed for:
npm run build
npm run start
npm run dev
When developing the MCP server, use console.error() instead of console.log() for all debugging and logging. The Claude Desktop app communicates with the server via stdout, so any console.log() statements will interfere with this communication and cause JSON parsing errors.
To add this MCP server to Cursor:
npm run buildSequential Thinking MCP (or any name you prefer)commandnode/path/to/sequential-thinking-recall/dist/index.js (replace with your actual path)RECALL_PRIVATE_KEY: Your private key (with or without "0x" prefix)RECALL_NETWORK: testnet (or mainnet if needed)RECALL_BUCKET_ALIAS: sequential-thinking-logsRECALL_LOG_PREFIX: sequential-For more security, you can configure Cursor via the .cursor/mcp.json file in your home directory:
{
"mcpServers": {
"sequential-thinking-mcp": {
"command": "node",
"args": [
"/Users/yourusername/sequential-thinking-recall/dist/index.js"
],
"env": {
"RECALL_PRIVATE_KEY": "your-private-key-here",
"RECALL_NETWORK": "testnet",
"RECALL_BUCKET_ALIAS": "sequential-thinking-logs",
"RECALL_LOG_PREFIX": "sequential-"
}
}
}
}
This approach eliminates the need for a .env file.
To add this MCP server to Claude Desktop:
Build the project first with npm run build
Locate your Claude Desktop configuration file at:
~/Library/Application Support/Claude/claude_desktop_config.json%APPDATA%\Claude\claude_desktop_config.json~/.config/Claude/claude_desktop_config.jsonCreate or edit the claude_desktop_config.json file with the following content:
{
"mcpServers": {
"sequential-thinking-mcp": {
"command": "node",
"args": [
"/path/to/sequential-thinking-recall/dist/index.js"
],
"env": {
"RECALL_PRIVATE_KEY": "your-private-key-here",
"RECALL_NETWORK": "testnet",
"RECALL_BUCKET_ALIAS": "sequential-thinking-logs",
"RECALL_LOG_PREFIX": "sequential-"
}
}
}
}
Replace /path/to/sequential-thinking-recall/dist/index.js with the full path to your compiled server file
/Users/username/sequential-thinking-recall/dist/index.jsFor the RECALL_PRIVATE_KEY, you can provide it with or without the "0x" prefix - both formats work
Save the configuration file and restart Claude Desktop
This MCP server is licensed under the MIT License. This means you are free to use, modify, and distribute the software, subject to the terms and conditions of the MIT License. For more details, please see the LICENSE file in the project repository.
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
ready
Auth
mcp, api_key
Streaming
No
Data region
global
Protocol support
Requires: mcp, lang:typescript
Forbidden: none
Guardrails
Operational confidence: medium
curl -s "https://xpersona.co/api/v1/agents/mcp-recallnet-sequential-thinking-recall/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-recallnet-sequential-thinking-recall/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-recallnet-sequential-thinking-recall/trust"
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
Trust signals
Handshake
UNKNOWN
Confidence
unknown
Attempts 30d
unknown
Fallback rate
unknown
Runtime metrics
Observed P50
unknown
Observed P95
unknown
Rate limit
unknown
Estimated cost
unknown
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Rank
80
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Rank
74
Expose OpenAPI definition endpoints as MCP tools using the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)
Traction
No public download signal
Freshness
Updated 2d ago
Rank
72
An actix_web backend for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)
Traction
No public download signal
Freshness
Updated 2d ago
Contract JSON
{
"contractStatus": "ready",
"authModes": [
"mcp",
"api_key"
],
"requires": [
"mcp",
"lang:typescript"
],
"forbidden": [],
"supportsMcp": true,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": "https://github.com/recallnet/sequential-thinking-recall#input",
"outputSchemaRef": "https://github.com/recallnet/sequential-thinking-recall#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:46:32.998Z",
"sourceUpdatedAt": "2026-02-24T19:46:32.998Z",
"freshnessSeconds": 4434581
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-recallnet-sequential-thinking-recall/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-recallnet-sequential-thinking-recall/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-recallnet-sequential-thinking-recall/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-recallnet-sequential-thinking-recall/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-recallnet-sequential-thinking-recall/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-recallnet-sequential-thinking-recall/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-04-17T03:36:14.092Z"
}
},
"retryPolicy": {
"maxAttempts": 3,
"backoffMs": [
500,
1500,
3500
],
"retryableConditions": [
"HTTP_429",
"HTTP_503",
"NETWORK_TIMEOUT"
]
}
}Trust JSON
{
"status": "unavailable",
"handshakeStatus": "UNKNOWN",
"verificationFreshnessHours": null,
"reputationScore": null,
"p95LatencyMs": null,
"successRate30d": null,
"fallbackRate": null,
"attempts30d": null,
"trustUpdatedAt": null,
"trustConfidence": "unknown",
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Capability Matrix
{
"rows": [
{
"key": "MCP",
"type": "protocol",
"support": "supported",
"confidenceSource": "contract",
"notes": "Confirmed by capability contract"
}
],
"flattenedTokens": "protocol:MCP|supported|contract"
}Facts JSON
[
{
"factKey": "docs_crawl",
"category": "integration",
"label": "Crawlable docs",
"value": "6 indexed pages on the official domain",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://xpersona.co/api/v1/agents/mcp-recallnet-sequential-thinking-recall/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-recallnet-sequential-thinking-recall/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:32.998Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key",
"href": "https://xpersona.co/api/v1/agents/mcp-recallnet-sequential-thinking-recall/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-recallnet-sequential-thinking-recall/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:32.998Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/recallnet/sequential-thinking-recall#input",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-recallnet-sequential-thinking-recall/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:32.998Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Recallnet",
"href": "https://github.com/recallnet/sequential-thinking-recall",
"sourceUrl": "https://github.com/recallnet/sequential-thinking-recall",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-24T19:43:14.176Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "18 GitHub stars",
"href": "https://github.com/recallnet/sequential-thinking-recall",
"sourceUrl": "https://github.com/recallnet/sequential-thinking-recall",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-24T19:43:14.176Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/mcp-recallnet-sequential-thinking-recall/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-recallnet-sequential-thinking-recall/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[
{
"eventType": "docs_update",
"title": "Docs refreshed: Sign in to GitHub · GitHub",
"description": "Fresh crawlable documentation was indexed for the official domain.",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
}
]Sponsored
Ads related to sequential-thinking-recall and adjacent AI workflows.